def main():
"""
fill the player_prediction db table
"""
parser = argparse.ArgumentParser(description="fill player predictions")
parser.add_argument("--weeks_ahead",
help="how many weeks ahead to fill",
type=int)
parser.add_argument("--gameweek_start",
help="first gameweek to look at",
type=int)
parser.add_argument("--gameweek_end",
help="last gameweek to look at",
type=int)
parser.add_argument("--ep_filename",
help="csv filename for FPL expected points")
parser.add_argument("--season",
help="season, in format e.g. '1819'",
default=CURRENT_SEASON)
parser.add_argument("--num_thread",
help="number of threads to parallelise over",
type=int)
args = parser.parse_args()
if args.weeks_ahead and (args.gameweek_start or args.gameweek_end):
print(
"Please specify either gameweek_start and gameweek_end, OR weeks_ahead"
)
raise RuntimeError("Inconsistent arguments")
if args.weeks_ahead and not args.season == CURRENT_SEASON:
print(
"For past seasons, please specify gameweek_start and gameweek_end")
raise RuntimeError("Inconsistent arguments")
if args.weeks_ahead:
gw_range = list(range(NEXT_GAMEWEEK, NEXT_GAMEWEEK + args.weeks_ahead))
elif args.gameweek_start and args.gameweek_end:
gw_range = list(range(args.gameweek_start, args.gameweek_end))
elif args.gameweek_start: # by default go three weeks ahead
gw_range = list(range(args.gameweek_start, args.gameweek_start + 3))
else:
gw_range = list(range(NEXT_GAMEWEEK, NEXT_GAMEWEEK + 3))
num_thread = args.num_thread if args.num_thread else None
with session_scope() as session:
tag = make_predictedscore_table(session,
gw_range=gw_range,
season=args.season,
num_thread=num_thread)
# print players with top predicted points
get_top_predicted_points(
gameweek=gw_range,
tag=tag,
season=args.season,
dbsession=session,
per_position=True,
n_players=5,
)
def main():
"""
fill the player_prediction db table
"""
parser = argparse.ArgumentParser(description="fill player predictions")
parser.add_argument("--weeks_ahead",
help="how many weeks ahead to fill",
type=int)
parser.add_argument("--gameweek_start",
help="first gameweek to look at",
type=int)
parser.add_argument("--gameweek_end",
help="last gameweek to look at",
type=int)
parser.add_argument("--ep_filename",
help="csv filename for FPL expected points")
parser.add_argument("--season",
help="season, in format e.g. '1819'",
default=CURRENT_SEASON)
parser.add_argument("--num_thread",
help="number of threads to parallelise over",
type=int)
parser.add_argument(
"--no_bonus",
help="don't include bonus points",
action="store_true",
)
parser.add_argument(
"--no_cards",
help="don't include points lost to yellow and red cards",
action="store_true",
)
parser.add_argument(
"--no_saves",
help="don't include save points for goalkeepers",
action="store_true",
)
parser.add_argument(
"--sampling",
help="If set use fit the model using sampling with numpyro",
action="store_true",
)
args = parser.parse_args()
if args.weeks_ahead and (args.gameweek_start or args.gameweek_end):
print(
"Please specify either gameweek_start and gameweek_end, OR weeks_ahead"
)
raise RuntimeError("Inconsistent arguments")
if args.weeks_ahead and args.season != CURRENT_SEASON:
print(
"For past seasons, please specify gameweek_start and gameweek_end")
raise RuntimeError("Inconsistent arguments")
if args.weeks_ahead:
gw_range = get_gameweeks_array(args.weeks_ahead)
elif args.gameweek_start and args.gameweek_end:
gw_range = list(range(args.gameweek_start, args.gameweek_end))
elif args.gameweek_start: # by default go three weeks ahead
gw_range = list(range(args.gameweek_start, args.gameweek_start + 3))
else:
gw_range = list(range(NEXT_GAMEWEEK, NEXT_GAMEWEEK + 3))
num_thread = args.num_thread or None
include_bonus = not args.no_bonus
include_cards = not args.no_cards
include_saves = not args.no_saves
if args.sampling:
player_model = NumpyroPlayerModel()
else:
player_model = ConjugatePlayerModel()
set_multiprocessing_start_method(num_thread)
with session_scope() as session:
session.expire_on_commit = False
tag = make_predictedscore_table(
gw_range=gw_range,
season=args.season,
num_thread=num_thread,
include_bonus=include_bonus,
include_cards=include_cards,
include_saves=include_saves,
player_model=player_model,
dbsession=session,
)
# print players with top predicted points
get_top_predicted_points(
gameweek=gw_range,
tag=tag,
season=args.season,
per_position=True,
n_players=5,
dbsession=session,
)